{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import tushare as ts\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import os\n",
    "from datetime import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import font_manager\n",
    "\n",
    "fontP = font_manager.FontProperties()\n",
    "fontP.set_family('SimHei')\n",
    "fontP.set_size(14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "pro = ts.pro_api(os.environ['TUSHARE_API_TOKEN'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "start = '20210801'                 # 回测起始时间\n",
    "end = '20210831'                   # 回测结束时间\n",
    "bdsr_month = 3.85 # 被动收入月涨幅%"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_date_range(start, end):\n",
    "    return [datetime.strftime(x,'%Y%m%d') for x in list(pd.date_range(start=start, end=end))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fill_none_trade_data(data):\n",
    "    # 使用第一个交易日行情补全第一个交易日之前的行情数据\n",
    "    first_trade_date_l = generate_date_range(date_l[0], list(data['trade_date'])[0])\n",
    "    if len(first_trade_date_l) > 1:\n",
    "        for i in first_trade_date_l[::-1][1::]:\n",
    "            data = data.append(data.loc[data['trade_date'] == first_trade_date_l[-1]].assign(trade_date=i), ignore_index=True)\n",
    "    # 使用前一日行情补全非交易日的行情数据\n",
    "    for idx, val in enumerate(date_l):\n",
    "        if data.loc[data['trade_date'] == val].empty:\n",
    "            data = data.append(data.loc[data['trade_date'] == date_l[idx-1]].assign(trade_date=val), ignore_index=True)\n",
    "    # 重排序\n",
    "    data = data.sort_values(by='trade_date', ascending=True)\n",
    "    data = data.reset_index(drop=True)\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "date_l = generate_date_range(start, end)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "hs300_data = fill_none_trade_data(pro.index_daily(ts_code='000300.SH', start_date=start, end_date=end).sort_index(ascending=False)) # 沪深300\n",
    "zz500_data = fill_none_trade_data(pro.index_daily(ts_code='000905.SH', start_date=start, end_date=end).sort_index(ascending=False)) # 中证500\n",
    "cyb_data = fill_none_trade_data(pro.index_daily(ts_code='399006.SZ', start_date=start, end_date=end).sort_index(ascending=False)) # 创业板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "hsi_data = fill_none_trade_data(pro.index_global(ts_code='HSI', start_date=start, end_date=end).sort_index(ascending=False)) # 恒生\n",
    "spx_data = fill_none_trade_data(pro.index_global(ts_code='SPX', start_date=start, end_date=end).sort_index(ascending=False)) # 标普500\n",
    "ixic_data = fill_none_trade_data(pro.index_global(ts_code='IXIC', start_date=start, end_date=end).sort_index(ascending=False)) # 纳斯达克"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_index_change(ax, index_data, start_index, time, name, index_month):\n",
    "    change = (index_data/start_index - 1) * 100\n",
    "    ax.plot(time, change, label=name)\n",
    "    for i,j in zip(time,change):\n",
    "        if i == time[-1]:\n",
    "            index_month.append(j)\n",
    "            ax.annotate(\"{:10.2f}\".format(j),xy=(i,j))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "index_month = []\n",
    "time=np.array(hs300_data['trade_date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(figsize=(20,20))\n",
    "draw_index_change(ax, np.array(hs300_data['close']), np.array(hs300_data['pre_close'])[0], np.array(hs300_data['trade_date']), '沪深300', index_month)\n",
    "draw_index_change(ax, np.array(zz500_data['close']), np.array(zz500_data['pre_close'])[0], np.array(zz500_data['trade_date']), '中证500', index_month)\n",
    "draw_index_change(ax, np.array(cyb_data['close']), np.array(cyb_data['pre_close'])[0], np.array(cyb_data['trade_date']), '创业板', index_month)\n",
    "draw_index_change(ax, np.array(hsi_data['close']), np.array(hsi_data['pre_close'])[0], np.array(hsi_data['trade_date']), '恒生指数', index_month)\n",
    "draw_index_change(ax, np.array(spx_data['close']), np.array(spx_data['pre_close'])[0], np.array(spx_data['trade_date']), '标普500', index_month)\n",
    "draw_index_change(ax, np.array(ixic_data['close']), np.array(ixic_data['pre_close'])[0], np.array(ixic_data['trade_date']), '纳斯达克100', index_month)\n",
    "ax.legend(loc='best', prop=fontP)\n",
    "ax.grid(True)\n",
    "ax.set_xticks([time[i] for i in range(0,len(time),5)])\n",
    "ax.set_ylabel('月涨幅(%)', fontname='SimHei')\n",
    "ax.set_title('三地市场指数月涨幅对比', fontname='SimHei')\n",
    "plt.xticks(rotation=30,fontsize='small')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "name_list = ['被动收入组合', '沪深300','中证500','创业板','恒生指数', '标普500', '纳斯达克100']\n",
    "index_month.insert(0, bdsr_month)\n",
    "colors = ['r' if i >=0 else 'g' for i in index_month]\n",
    "plt.barh(range(len(index_month)), index_month, color = colors, tick_label=name_list)\n",
    "plt.yticks(range(len(index_month)), name_list, fontproperties=fontP)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
   "sideBar": false,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": false,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
